Evidence map›Paper›PMID 41779712›Full record

ArticlePloS one2026

Identifying high-risk combinations of metformin during COVID-19.

Jelena Dimnjaković, Tamara Buble, Tamara Poljičanin, Hana Brborović, Emanuel Brađašević, Ognjen Brborović

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Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Jelena DimnjakovićDepartment for Biostatistics, Division for Health Informatics and Biostatistics, Croatian Institute of Public Health, Zagreb, Croatia.
Tamara BubleDepartment for Biostatistics, Division for Health Informatics and Biostatistics, Croatian Institute of Public Health, Zagreb, Croatia.
Tamara PoljičaninHealth center "Dom zdravlja Zagreb zapad", Zagreb, Croatia.ORCID https://orcid.org/0000-0003-2336-0861
Hana BrborovićDepartment of Environmental and Occupational Health and Sports Medicine, School of Medicine, University of Zagreb, Zagreb, Croatia.ORCID https://orcid.org/0000-0003-0844-0054
Emanuel BrađaševićDepartment for Biostatistics, Division for Health Informatics and Biostatistics, Croatian Institute of Public Health, Zagreb, Croatia.ORCID https://orcid.org/0000-0001-9398-7403
Ognjen BrborovićDepartment of Social Medicine and Organization of Health Care, School of Medicine, University of Zagreb, Zagreb, Croatia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThere is a lack of research addressing associations of antidiabetic drug combinations with COVID-19 deaths. We examined whether adding common second-line agents to metformin was associated with COVID-19 mortality risk to inform clinical decision-making when escalating diabetes treatment.

methodsThis is a nationwide retrospective analysis covering the years 2020 and 2021. Data from the National Diabetes Registry (CroDiab) were linked to primary healthcare data, Causes of Death Registry data, and the SARS-CoV-2 vaccination database. Multivariate logistic regression models were developed for each of the combinations to compare the combination with metformin monotherapy. To address confounders, inverse probability of treatment weighting (IPTW) analysis as well as analysis with stabilized weights was performed.

resultsOf 141014 analyzed patients, 1268 (0.90%) died of COVID-19 in 2 years. Weighted results of the drug combinations that showed statistically significant associations to COVID-19 death in comparison to metformin alone were metformin+DPP-4 inhibitor (OR 1.182, 95% CI 1.016-1.376), metformin+sulfonylurea (OR 1.195, 95% CI 1.015-1.406), and metformin+GLP-1 agonist (OR 2.992, 95% CI 2.117-4.229).

conclusionsSome combinations of metformin with second-line antidiabetic drugs might require caution in the context of chronic diabetes mellitus type 2 therapy and COVID-19 related deaths. Findings should be interpreted as hypothesis-generating signals from real-world data rather than evidence of causal drug effects. Further research is needed, especially for metformin+GLP-1 agonist, as well as head-to-head comparisons of combinations therapies.

Indexed as

COVID-19COVID-19 Drug TreatmentDiabetes Mellitus, Type 2Hypoglycemic AgentsMetforminDipeptidyl-Peptidase IV InhibitorsDrug Therapy, CombinationFemaleHumansRetrospective StudiesSARS-CoV-2Sulfonylurea CompoundsDipeptidyl-Peptidase IV InhibitorsHypoglycemic AgentsMetforminSulfonylurea Compounds

Identifiers

PMID41779712
PMCPMC12959685

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.